allocator.h 6.7 KB
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// Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

#pragma once
#include <memory>
#include <string>
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#include <type_traits>
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#include <utility>
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#include <vector>
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#include "paddle/fluid/framework/inlined_vector.h"
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#include "paddle/fluid/platform/enforce.h"
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#include "paddle/fluid/platform/place.h"
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#include "paddle/pten/core/allocator.h"
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DECLARE_string(allocator_strategy);

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namespace paddle {
namespace memory {
namespace allocation {

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// Exception when `Alloc`/`AllocShared` failed
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struct BadAlloc : public std::exception {
  inline explicit BadAlloc(std::string err_msg, const char* file, int line)
      : err_str_(platform::GetTraceBackString(std::move(err_msg), file, line)) {
  }
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  const char* what() const noexcept override { return err_str_.c_str(); }
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  std::string err_str_;
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};

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class Allocator;
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// Allocation is the object holding the actually pointer. Use
// `Allocation::ptr()` will returns the pointer that allocated.
//
// NOTE: this is the base class of Allocation. Each allocator can use its own
//       allocation object.
// NOTE: the `Allocation::ptr()` could be nullptr, if the allocation size is 0
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/**
 * Allocation is returned by Allocator::Allocate() method.
 *
 * An allocator may be decorated by another allocator. For example, we can
 * decorate a RetryAllocator to any allocator to perform allocation retry when
 * first allocation request fails.
 *
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 * Explanations of Allocator design are as follows:
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 *
 * Suppose we have an allocator which is decorated by several allocators:
 *
 *   A(1) <- A(2) <- A(3) <- ... <- A(n)
 *
 * , and the public allocator is A(1).
 *
 * The allocation process would be:
 *
 *   A(n).Allocate() -> ... -> A(2).Allocate() -> A(1).Allocate()
 *
 * , and the free process would be:
 *
 *   A(1).Free() -> A(2).Free() -> ... -> A(n).Free()
 *
 * Therefore, we should record the allocator chain when allocating, so
 * that we can free the allocation in the reverse order of allocator chain.
 * The field `decorated_allocators_` is used to record this chain.
 *
 * Another example is that we want to add additional fields in Allocation,
 * e.g., something what is done in AlignedAllocator, etc.
 * In this case, we should declare a derived class of Allocation, which
 * contains an underlying Allocation allocated by the underlying allocator.
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 * Therefore, `decorated_allocators_` of the new Allocation object
 * would
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 * be a new chain, differing from the underlying Allocation object.
 */
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class Allocation : public pten::Allocation {
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 public:
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  Allocation(void* ptr, size_t size, platform::Place place)
      : pten::Allocation(ptr, size, place), base_ptr_(ptr) {}
  Allocation(void* ptr, void* base_ptr, size_t size,
             const platform::Place& place)
      : pten::Allocation(ptr, size, place), base_ptr_(base_ptr) {}

  void* base_ptr() const {
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    PADDLE_ENFORCE_EQ(FLAGS_allocator_strategy, "auto_growth",
                      paddle::platform::errors::Unimplemented(
                          "base_ptr() is only implemented for auto_growth "
                          "strategy, not support %s strategy",
                          FLAGS_allocator_strategy));
    return base_ptr_;
  }

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 private:
  inline void RegisterDecoratedAllocator(Allocator* allocator) {
    decorated_allocators_.emplace_back(allocator);
  }
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  inline void PopDecoratedAllocator() { decorated_allocators_.pop_back(); }
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  inline Allocator* TopDecoratedAllocator() {
    return decorated_allocators_.back();
  }
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 private:
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  void* base_ptr_;  // the point that directly requested from system
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  /**
   * NOTE(zjl): Since decorated_allocators_ is usually a small vector.
   * We reserve a small buffer to it to prevent frequent heap allocation
   *
   * Instead, we can use a std::vector<Allocator *> here, and reserve
   * kReserveAllocatorNum in constructor of Allocation.
   * But using std::vector<Allocator *> would make ocr recognition model
   * fail in CE. The train duration is 8% slower than KPI.
   */
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  static constexpr size_t kReserveAllocatorNum = 8;
  using DecoratedAllocatorStack =
      framework::InlinedVector<Allocator*, kReserveAllocatorNum>;

  DecoratedAllocatorStack decorated_allocators_;

  friend class Allocator;
};
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using AllocationPtr = pten::Allocator::AllocationPtr;
using DecoratedAllocationPtr =
    std::unique_ptr<Allocation, pten::Allocator::DeleterType>;

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// Base interface class of memory Allocator.
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class Allocator : public pten::Allocator {
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 public:
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  static void AllocationDeleter(pten::Allocation* allocation) {
    Allocator* allocator =
        static_cast<Allocation*>(allocation)->TopDecoratedAllocator();
    allocator->Free(allocation);
  }
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  // Allocate an allocation.
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  // size may be 0, but it would be too complex if we handle size == 0
  // in each Allocator. So we handle size == 0 inside AllocatorFacade
  // in our design.
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  AllocationPtr Allocate(size_t size) override {
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    auto ptr = AllocateImpl(size);
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    static_cast<Allocation*>(ptr)->RegisterDecoratedAllocator(this);
    return AllocationPtr(ptr, AllocationDeleter);
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  }

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  void Free(pten::Allocation* allocation) {
    static_cast<Allocation*>(allocation)->PopDecoratedAllocator();
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    FreeImpl(allocation);
  }
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  uint64_t Release(const platform::Place& place) { return ReleaseImpl(place); }
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 protected:
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  virtual pten::Allocation* AllocateImpl(size_t size) = 0;
  virtual void FreeImpl(pten::Allocation* allocation);
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  virtual uint64_t ReleaseImpl(const platform::Place& place) { return 0; }
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};

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inline size_t AlignedSize(size_t size, size_t alignment) {
  auto remaining = size % alignment;
  return remaining == 0 ? size : size + alignment - remaining;
}

inline size_t AlignedPtrOffset(const void* ptr, size_t alignment) {
  auto ptr_addr = reinterpret_cast<uintptr_t>(ptr);
  auto diff = ptr_addr % alignment;
  return diff == 0 ? 0 : alignment - diff;
}

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template <typename Derived, typename Base, typename BaseDel>
decltype(auto) static_unique_ptr_cast(std::unique_ptr<Base, BaseDel>&& p) {
  static_assert(std::is_base_of<Base, Derived>::value,
                "Derived type must derive from Base.");
  auto d = static_cast<Derived*>(p.release());
  return std::unique_ptr<Derived, BaseDel>(d, p.get_deleter());
}

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}  // namespace allocation
}  // namespace memory
}  // namespace paddle